Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 985 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 66 |
| Duplicate rows (%) | 6.7% |
| Total size in memory | 109.7 KiB |
| Average record size in memory | 114.0 B |
Variable types
| Boolean | 2 |
|---|---|
| Categorical | 5 |
| Numeric | 8 |
Transported has constant value "" | Constant |
| Dataset has 66 (6.7%) duplicate rows | Duplicates |
Cabin_deck is highly overall correlated with Consumption_Basic and 4 other fields | High correlation |
Consumption_Basic is highly overall correlated with Cabin_deck and 6 other fields | High correlation |
Consumption_High_End is highly overall correlated with Cabin_deck and 6 other fields | High correlation |
CryoSleep is highly overall correlated with Cabin_deck and 2 other fields | High correlation |
FoodCourt is highly overall correlated with Cabin_deck and 5 other fields | High correlation |
HomePlanet is highly overall correlated with Cabin_deck | High correlation |
RoomService is highly overall correlated with Consumption_Basic and 2 other fields | High correlation |
ShoppingMall is highly overall correlated with Consumption_Basic and 3 other fields | High correlation |
Spa is highly overall correlated with Consumption_Basic and 3 other fields | High correlation |
VRDeck is highly overall correlated with Consumption_Basic and 3 other fields | High correlation |
VIP is highly imbalanced (91.2%) | Imbalance |
RoomService has 832 (84.5%) zeros | Zeros |
FoodCourt has 750 (76.1%) zeros | Zeros |
ShoppingMall has 750 (76.1%) zeros | Zeros |
Spa has 823 (83.6%) zeros | Zeros |
VRDeck has 829 (84.2%) zeros | Zeros |
Consumption_High_End has 710 (72.1%) zeros | Zeros |
Consumption_Basic has 660 (67.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-05-07 10:35:50.950691 |
|---|---|
| Analysis finished | 2024-05-07 10:36:05.176530 |
| Duration | 14.23 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
CryoSleep
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.7 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 536 | |
| False | 449 |
Destination
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.4 KiB |
| TRAPPIST-1e | |
|---|---|
| PSO J318.5-22 | |
| 55 Cancri e |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 11.332995 |
| Min length | 11 |
Characters and Unicode
| Total characters | 11163 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TRAPPIST-1e |
|---|---|
| 2nd row | TRAPPIST-1e |
| 3rd row | 55 Cancri e |
| 4th row | 55 Cancri e |
| 5th row | PSO J318.5-22 |
Common Values
| Value | Count | Frequency (%) |
| TRAPPIST-1e | 680 | |
| PSO J318.5-22 | 164 | 16.6% |
| 55 Cancri e | 141 | 14.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| trappist-1e | 680 | |
| pso | 164 | 11.5% |
| j318.5-22 | 164 | 11.5% |
| 55 | 141 | 9.9% |
| cancri | 141 | 9.9% |
| e | 141 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 1524 | |
| T | 1360 | |
| S | 844 | 7.6% |
| - | 844 | 7.6% |
| 1 | 844 | 7.6% |
| e | 821 | 7.4% |
| A | 680 | 6.1% |
| I | 680 | 6.1% |
| R | 680 | 6.1% |
| 446 | 4.0% | |
| Other values (13) | 2440 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11163 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| P | 1524 | |
| T | 1360 | |
| S | 844 | 7.6% |
| - | 844 | 7.6% |
| 1 | 844 | 7.6% |
| e | 821 | 7.4% |
| A | 680 | 6.1% |
| I | 680 | 6.1% |
| R | 680 | 6.1% |
| 446 | 4.0% | |
| Other values (13) | 2440 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11163 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| P | 1524 | |
| T | 1360 | |
| S | 844 | 7.6% |
| - | 844 | 7.6% |
| 1 | 844 | 7.6% |
| e | 821 | 7.4% |
| A | 680 | 6.1% |
| I | 680 | 6.1% |
| R | 680 | 6.1% |
| 446 | 4.0% | |
| Other values (13) | 2440 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11163 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| P | 1524 | |
| T | 1360 | |
| S | 844 | 7.6% |
| - | 844 | 7.6% |
| 1 | 844 | 7.6% |
| e | 821 | 7.4% |
| A | 680 | 6.1% |
| I | 680 | 6.1% |
| R | 680 | 6.1% |
| 446 | 4.0% | |
| Other values (13) | 2440 |
VIP
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.7 KiB |
| False | |
|---|---|
| True | 11 |
| Value | Count | Frequency (%) |
| False | 974 | |
| True | 11 | 1.1% |
RoomService
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 90 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.919656 |
| Minimum | 0 |
|---|---|
| Maximum | 2050 |
| Zeros | 832 |
| Zeros (%) | 84.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 79.241642 |
| Maximum | 2050 |
| Range | 2050 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 101.3864 |
|---|---|
| Coefficient of variation (CV) | 6.3686304 |
| Kurtosis | 250.51102 |
| Mean | 15.919656 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.23984 |
| Sum | 15680.861 |
| Variance | 10279.203 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 832 | |
| 4 | 11 | 1.1% |
| 1 | 10 | 1.0% |
| 2 | 8 | 0.8% |
| 3 | 6 | 0.6% |
| 7 | 6 | 0.6% |
| 21 | 4 | 0.4% |
| 9 | 3 | 0.3% |
| 44 | 3 | 0.3% |
| 13 | 3 | 0.3% |
| Other values (80) | 99 | 10.1% |
| Value | Count | Frequency (%) |
| 0 | 832 | |
| 1 | 10 | 1.0% |
| 2 | 8 | 0.8% |
| 3 | 6 | 0.6% |
| 4 | 11 | 1.1% |
| 5 | 3 | 0.3% |
| 6 | 1 | 0.1% |
| 7 | 6 | 0.6% |
| 8 | 2 | 0.2% |
| 9 | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 2050 | 1 | |
| 1722 | 1 | |
| 726 | 1 | |
| 590 | 1 | |
| 528 | 1 | |
| 485 | 1 | |
| 416 | 1 | |
| 379 | 1 | |
| 368 | 1 | |
| 366 | 1 |
FoodCourt
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 210 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 296.45313 |
| Minimum | 0 |
|---|---|
| Maximum | 9532 |
| Zeros | 750 |
| Zeros (%) | 76.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1625.6 |
| Maximum | 9532 |
| Range | 9532 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 949.35008 |
|---|---|
| Coefficient of variation (CV) | 3.2023615 |
| Kurtosis | 33.189657 |
| Mean | 296.45313 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.2297744 |
| Sum | 292006.33 |
| Variance | 901265.58 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 750 | |
| 3 | 4 | 0.4% |
| 9 | 3 | 0.3% |
| 10 | 2 | 0.2% |
| 652 | 2 | 0.2% |
| 6 | 2 | 0.2% |
| 746 | 2 | 0.2% |
| 810 | 2 | 0.2% |
| 837 | 2 | 0.2% |
| 702 | 2 | 0.2% |
| Other values (200) | 214 | 21.7% |
| Value | Count | Frequency (%) |
| 0 | 750 | |
| 1 | 2 | 0.2% |
| 2 | 2 | 0.2% |
| 3 | 4 | 0.4% |
| 4 | 1 | 0.1% |
| 6 | 2 | 0.2% |
| 9 | 3 | 0.3% |
| 10 | 2 | 0.2% |
| 12 | 2 | 0.2% |
| 13 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 9532 | 1 | |
| 8525 | 1 | |
| 8252 | 1 | |
| 7201 | 1 | |
| 6819 | 1 | |
| 6153 | 1 | |
| 6073 | 1 | |
| 6050 | 1 | |
| 5637 | 1 | |
| 5407 | 1 |
ShoppingMall
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 209 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 173.18381 |
| Minimum | 0 |
|---|---|
| Maximum | 4333 |
| Zeros | 750 |
| Zeros (%) | 76.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 993.4 |
| Maximum | 4333 |
| Range | 4333 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 439.46791 |
|---|---|
| Coefficient of variation (CV) | 2.5375808 |
| Kurtosis | 18.660081 |
| Mean | 173.18381 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6539135 |
| Sum | 170586.05 |
| Variance | 193132.04 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 750 | |
| 2 | 5 | 0.5% |
| 1 | 4 | 0.4% |
| 787 | 2 | 0.2% |
| 46 | 2 | 0.2% |
| 718 | 2 | 0.2% |
| 600 | 2 | 0.2% |
| 896 | 2 | 0.2% |
| 959 | 2 | 0.2% |
| 17 | 2 | 0.2% |
| Other values (199) | 212 | 21.5% |
| Value | Count | Frequency (%) |
| 0 | 750 | |
| 1 | 4 | 0.4% |
| 2 | 5 | 0.5% |
| 3 | 2 | 0.2% |
| 4 | 1 | 0.1% |
| 5 | 2 | 0.2% |
| 8 | 1 | 0.1% |
| 9 | 2 | 0.2% |
| 11 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4333 | 1 | |
| 3700 | 1 | |
| 2817 | 1 | |
| 2687 | 1 | |
| 2566 | 1 | |
| 2473 | 1 | |
| 2370 | 1 | |
| 2196 | 1 | |
| 2116 | 1 | |
| 2020 | 1 |
Spa
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 103 |
|---|---|
| Distinct (%) | 10.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.841011 |
| Minimum | 0 |
|---|---|
| Maximum | 2799 |
| Zeros | 823 |
| Zeros (%) | 83.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 128.6 |
| Maximum | 2799 |
| Range | 2799 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 197.9113 |
|---|---|
| Coefficient of variation (CV) | 5.521923 |
| Kurtosis | 84.708123 |
| Mean | 35.841011 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.488326 |
| Sum | 35303.395 |
| Variance | 39168.883 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 823 | |
| 1 | 9 | 0.9% |
| 2 | 9 | 0.9% |
| 3 | 8 | 0.8% |
| 46 | 4 | 0.4% |
| 4 | 4 | 0.4% |
| 15 | 3 | 0.3% |
| 26 | 3 | 0.3% |
| 21 | 3 | 0.3% |
| 16 | 3 | 0.3% |
| Other values (93) | 116 | 11.8% |
| Value | Count | Frequency (%) |
| 0 | 823 | |
| 1 | 9 | 0.9% |
| 2 | 9 | 0.9% |
| 3 | 8 | 0.8% |
| 4 | 4 | 0.4% |
| 5 | 3 | 0.3% |
| 6 | 2 | 0.2% |
| 7 | 3 | 0.3% |
| 7.395469138 | 1 | 0.1% |
| 8 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 2799 | 1 | |
| 2326 | 1 | |
| 1936 | 1 | |
| 1643 | 1 | |
| 1589 | 1 | |
| 1482 | 1 | |
| 1438 | 1 | |
| 1400 | 1 | |
| 1368 | 1 | |
| 1313 | 1 |
VRDeck
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 103 |
|---|---|
| Distinct (%) | 10.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.878867 |
| Minimum | 0 |
|---|---|
| Maximum | 3027 |
| Zeros | 829 |
| Zeros (%) | 84.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 95.379792 |
| Maximum | 3027 |
| Range | 3027 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 214.27307 |
|---|---|
| Coefficient of variation (CV) | 5.5112993 |
| Kurtosis | 81.997533 |
| Mean | 38.878867 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.2608207 |
| Sum | 38295.684 |
| Variance | 45912.95 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 1 | 10 | 1.0% |
| 3 | 8 | 0.8% |
| 2 | 6 | 0.6% |
| 13 | 5 | 0.5% |
| 4 | 4 | 0.4% |
| 8 | 4 | 0.4% |
| 10 | 3 | 0.3% |
| 7 | 3 | 0.3% |
| 15 | 3 | 0.3% |
| Other values (93) | 110 | 11.2% |
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 1 | 10 | 1.0% |
| 2 | 6 | 0.6% |
| 3 | 8 | 0.8% |
| 4 | 4 | 0.4% |
| 5 | 2 | 0.2% |
| 6 | 1 | 0.1% |
| 7 | 3 | 0.3% |
| 8 | 4 | 0.4% |
| 9 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 3027 | 1 | |
| 2587 | 1 | |
| 1933 | 1 | |
| 1920 | 1 | |
| 1666 | 1 | |
| 1462 | 1 | |
| 1388 | 1 | |
| 1272 | 1 | |
| 1244 | 1 | |
| 1156 | 1 |
Cabin_deck
Categorical
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.4 KiB |
| G | |
|---|---|
| F | |
| E | |
| B | 30 |
| A | 22 |
| Other values (2) | 38 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 985 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | G |
| 3rd row | E |
| 4th row | E |
| 5th row | E |
Common Values
| Value | Count | Frequency (%) |
| G | 632 | |
| F | 182 | 18.5% |
| E | 81 | 8.2% |
| B | 30 | 3.0% |
| A | 22 | 2.2% |
| C | 21 | 2.1% |
| D | 17 | 1.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| g | 632 | |
| f | 182 | 18.5% |
| e | 81 | 8.2% |
| b | 30 | 3.0% |
| a | 22 | 2.2% |
| c | 21 | 2.1% |
| d | 17 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 632 | |
| F | 182 | 18.5% |
| E | 81 | 8.2% |
| B | 30 | 3.0% |
| A | 22 | 2.2% |
| C | 21 | 2.1% |
| D | 17 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 985 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 632 | |
| F | 182 | 18.5% |
| E | 81 | 8.2% |
| B | 30 | 3.0% |
| A | 22 | 2.2% |
| C | 21 | 2.1% |
| D | 17 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 985 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 632 | |
| F | 182 | 18.5% |
| E | 81 | 8.2% |
| B | 30 | 3.0% |
| A | 22 | 2.2% |
| C | 21 | 2.1% |
| D | 17 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 985 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 632 | |
| F | 182 | 18.5% |
| E | 81 | 8.2% |
| B | 30 | 3.0% |
| A | 22 | 2.2% |
| C | 21 | 2.1% |
| D | 17 | 1.7% |
Group_size
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0730964 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.7199029 |
|---|---|
| Coefficient of variation (CV) | 0.82962997 |
| Kurtosis | 2.5916701 |
| Mean | 2.0730964 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8153092 |
| Sum | 2042 |
| Variance | 2.9580661 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 580 | |
| 2 | 140 | 14.2% |
| 3 | 121 | 12.3% |
| 5 | 42 | 4.3% |
| 4 | 33 | 3.4% |
| 7 | 29 | 2.9% |
| 6 | 23 | 2.3% |
| 8 | 17 | 1.7% |
| Value | Count | Frequency (%) |
| 1 | 580 | |
| 2 | 140 | 14.2% |
| 3 | 121 | 12.3% |
| 4 | 33 | 3.4% |
| 5 | 42 | 4.3% |
| 6 | 23 | 2.3% |
| 7 | 29 | 2.9% |
| 8 | 17 | 1.7% |
| Value | Count | Frequency (%) |
| 8 | 17 | 1.7% |
| 7 | 29 | 2.9% |
| 6 | 23 | 2.3% |
| 5 | 42 | 4.3% |
| 4 | 33 | 3.4% |
| 3 | 121 | 12.3% |
| 2 | 140 | 14.2% |
| 1 | 580 |
HomePlanet
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.4 KiB |
| Earth | |
|---|---|
| Mars | |
| Europa | 81 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.9888325 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4914 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Europa |
|---|---|
| 2nd row | Earth |
| 3rd row | Earth |
| 4th row | Earth |
| 5th row | Earth |
Common Values
| Value | Count | Frequency (%) |
| Earth | 812 | |
| Mars | 92 | 9.3% |
| Europa | 81 | 8.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| earth | 812 | |
| mars | 92 | 9.3% |
| europa | 81 | 8.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 985 | |
| r | 985 | |
| E | 893 | |
| t | 812 | |
| h | 812 | |
| M | 92 | 1.9% |
| s | 92 | 1.9% |
| u | 81 | 1.6% |
| o | 81 | 1.6% |
| p | 81 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4914 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 985 | |
| r | 985 | |
| E | 893 | |
| t | 812 | |
| h | 812 | |
| M | 92 | 1.9% |
| s | 92 | 1.9% |
| u | 81 | 1.6% |
| o | 81 | 1.6% |
| p | 81 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4914 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 985 | |
| r | 985 | |
| E | 893 | |
| t | 812 | |
| h | 812 | |
| M | 92 | 1.9% |
| s | 92 | 1.9% |
| u | 81 | 1.6% |
| o | 81 | 1.6% |
| p | 81 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4914 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 985 | |
| r | 985 | |
| E | 893 | |
| t | 812 | |
| h | 812 | |
| M | 92 | 1.9% |
| s | 92 | 1.9% |
| u | 81 | 1.6% |
| o | 81 | 1.6% |
| p | 81 | 1.6% |
Transported
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.4 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 985 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 985 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 985 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 985 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 985 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 985 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 985 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 985 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 985 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 985 |
Consumption_High_End
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 178 |
|---|---|
| Distinct (%) | 18.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.639534 |
| Minimum | 0 |
|---|---|
| Maximum | 3213 |
| Zeros | 710 |
| Zeros (%) | 72.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5 |
| 95-th percentile | 465 |
| Maximum | 3213 |
| Range | 3213 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 348.1085 |
|---|---|
| Coefficient of variation (CV) | 3.8405814 |
| Kurtosis | 32.613976 |
| Mean | 90.639534 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.4116005 |
| Sum | 89279.941 |
| Variance | 121179.53 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 710 | |
| 7 | 9 | 0.9% |
| 4 | 9 | 0.9% |
| 1 | 6 | 0.6% |
| 2 | 6 | 0.6% |
| 3 | 6 | 0.6% |
| 5 | 5 | 0.5% |
| 21 | 4 | 0.4% |
| 55 | 4 | 0.4% |
| 9 | 4 | 0.4% |
| Other values (168) | 222 | 22.5% |
| Value | Count | Frequency (%) |
| 0 | 710 | |
| 1 | 6 | 0.6% |
| 2 | 6 | 0.6% |
| 3 | 6 | 0.6% |
| 4 | 9 | 0.9% |
| 5 | 5 | 0.5% |
| 7 | 9 | 0.9% |
| 7.395469138 | 1 | 0.1% |
| 8 | 2 | 0.2% |
| 9 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 3213 | 1 | |
| 2956 | 1 | |
| 2800 | 1 | |
| 2787 | 1 | |
| 2729 | 1 | |
| 2619 | 1 | |
| 2236.295233 | 1 | |
| 2099 | 1 | |
| 1941 | 1 | |
| 1921 | 1 |
Consumption_Basic
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 281 |
|---|---|
| Distinct (%) | 28.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 469.63694 |
| Minimum | 0 |
|---|---|
| Maximum | 9532 |
| Zeros | 660 |
| Zeros (%) | 67.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 722 |
| 95-th percentile | 2055.6 |
| Maximum | 9532 |
| Range | 9532 |
| Interquartile range (IQR) | 722 |
Descriptive statistics
| Standard deviation | 1032.6203 |
|---|---|
| Coefficient of variation (CV) | 2.198763 |
| Kurtosis | 21.763123 |
| Mean | 469.63694 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.0657802 |
| Sum | 462592.38 |
| Variance | 1066304.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 660 | |
| 702 | 5 | 0.5% |
| 863 | 3 | 0.3% |
| 1721 | 3 | 0.3% |
| 879 | 3 | 0.3% |
| 717 | 3 | 0.3% |
| 736 | 3 | 0.3% |
| 991 | 2 | 0.2% |
| 653 | 2 | 0.2% |
| 838 | 2 | 0.2% |
| Other values (271) | 299 |
| Value | Count | Frequency (%) |
| 0 | 660 | |
| 9 | 1 | 0.1% |
| 13.7364642 | 1 | 0.1% |
| 404 | 1 | 0.1% |
| 441 | 2 | 0.2% |
| 443 | 1 | 0.1% |
| 469 | 1 | 0.1% |
| 524 | 1 | 0.1% |
| 534 | 1 | 0.1% |
| 537 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 9532 | 1 | |
| 8525 | 1 | |
| 8252 | 1 | |
| 7201 | 1 | |
| 6819 | 1 | |
| 6455.817265 | 1 | |
| 6073 | 1 | |
| 6050 | 1 | |
| 5682 | 1 | |
| 5407 | 1 |
Age_group
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.4 KiB |
| Young adults | |
|---|---|
| Minor | |
| Middle-aged | |
| Senior | 18 |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 9.7583756 |
| Min length | 5 |
Characters and Unicode
| Total characters | 9612 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Young adults |
|---|---|
| 2nd row | Young adults |
| 3rd row | Middle-aged |
| 4th row | Young adults |
| 5th row | Minor |
Common Values
| Value | Count | Frequency (%) |
| Young adults | 535 | |
| Minor | 278 | |
| Middle-aged | 154 | 15.6% |
| Senior | 18 | 1.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| young | 535 | |
| adults | 535 | |
| minor | 278 | |
| middle-aged | 154 | 10.1% |
| senior | 18 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 1070 | |
| d | 997 | |
| n | 831 | 8.6% |
| o | 831 | 8.6% |
| l | 689 | 7.2% |
| g | 689 | 7.2% |
| a | 689 | 7.2% |
| t | 535 | 5.6% |
| s | 535 | 5.6% |
| Y | 535 | 5.6% |
| Other values (7) | 2211 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9612 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| u | 1070 | |
| d | 997 | |
| n | 831 | 8.6% |
| o | 831 | 8.6% |
| l | 689 | 7.2% |
| g | 689 | 7.2% |
| a | 689 | 7.2% |
| t | 535 | 5.6% |
| s | 535 | 5.6% |
| Y | 535 | 5.6% |
| Other values (7) | 2211 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9612 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| u | 1070 | |
| d | 997 | |
| n | 831 | 8.6% |
| o | 831 | 8.6% |
| l | 689 | 7.2% |
| g | 689 | 7.2% |
| a | 689 | 7.2% |
| t | 535 | 5.6% |
| s | 535 | 5.6% |
| Y | 535 | 5.6% |
| Other values (7) | 2211 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9612 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| u | 1070 | |
| d | 997 | |
| n | 831 | 8.6% |
| o | 831 | 8.6% |
| l | 689 | 7.2% |
| g | 689 | 7.2% |
| a | 689 | 7.2% |
| t | 535 | 5.6% |
| s | 535 | 5.6% |
| Y | 535 | 5.6% |
| Other values (7) | 2211 |
| Age_group | Cabin_deck | Consumption_Basic | Consumption_High_End | CryoSleep | Destination | FoodCourt | Group_size | HomePlanet | RoomService | ShoppingMall | Spa | VIP | VRDeck | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age_group | 1.000 | 0.148 | 0.117 | 0.116 | 0.000 | 0.082 | 0.086 | -0.224 | 0.152 | 0.077 | 0.114 | 0.053 | 0.082 | 0.078 |
| Cabin_deck | 0.148 | 1.000 | -0.617 | -0.582 | 0.580 | 0.111 | -0.519 | 0.017 | 0.804 | -0.389 | -0.430 | -0.454 | 0.354 | -0.465 |
| Consumption_Basic | 0.117 | -0.617 | 1.000 | 0.896 | 0.429 | 0.155 | 0.807 | -0.099 | 0.474 | 0.607 | 0.756 | 0.678 | 0.295 | 0.654 |
| Consumption_High_End | 0.116 | -0.582 | 0.896 | 1.000 | 0.276 | 0.137 | 0.736 | -0.084 | 0.485 | 0.695 | 0.669 | 0.751 | 0.362 | 0.730 |
| CryoSleep | 0.000 | 0.580 | 0.429 | 0.276 | 1.000 | 0.200 | -0.604 | -0.057 | 0.246 | -0.466 | -0.600 | -0.482 | 0.102 | -0.472 |
| Destination | 0.082 | 0.111 | 0.155 | 0.137 | 0.200 | 1.000 | -0.030 | 0.043 | 0.128 | -0.010 | -0.015 | -0.028 | 0.050 | -0.049 |
| FoodCourt | 0.086 | -0.519 | 0.807 | 0.736 | -0.604 | -0.030 | 1.000 | -0.095 | 0.439 | 0.456 | 0.400 | 0.594 | 0.293 | 0.582 |
| Group_size | -0.224 | 0.017 | -0.099 | -0.084 | -0.057 | 0.043 | -0.095 | 1.000 | 0.118 | -0.073 | -0.114 | -0.016 | 0.000 | -0.044 |
| HomePlanet | 0.152 | 0.804 | 0.474 | 0.485 | 0.246 | 0.128 | 0.439 | 0.118 | 1.000 | 0.264 | 0.144 | 0.285 | 0.242 | 0.249 |
| RoomService | 0.077 | -0.389 | 0.607 | 0.695 | -0.466 | -0.010 | 0.456 | -0.073 | 0.264 | 1.000 | 0.505 | 0.344 | 0.000 | 0.343 |
| ShoppingMall | 0.114 | -0.430 | 0.756 | 0.669 | -0.600 | -0.015 | 0.400 | -0.114 | 0.144 | 0.505 | 1.000 | 0.454 | 0.297 | 0.410 |
| Spa | 0.053 | -0.454 | 0.678 | 0.751 | -0.482 | -0.028 | 0.594 | -0.016 | 0.285 | 0.344 | 0.454 | 1.000 | 0.304 | 0.518 |
| VIP | 0.082 | 0.354 | 0.295 | 0.362 | 0.102 | 0.050 | 0.293 | 0.000 | 0.242 | 0.000 | 0.297 | 0.304 | 1.000 | 0.154 |
| VRDeck | 0.078 | -0.465 | 0.654 | 0.730 | -0.472 | -0.049 | 0.582 | -0.044 | 0.249 | 0.343 | 0.410 | 0.518 | 0.154 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| CryoSleep | Destination | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Group_size | HomePlanet | Transported | Consumption_High_End | Consumption_Basic | Age_group | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | B | 1 | Europa | 0 | 0.0 | 0.0 | Young adults |
| 15 | False | TRAPPIST-1e | False | 32.0 | 0.0 | 876.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 32.0 | 876.0 | Young adults |
| 22 | True | 55 Cancri e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | E | 6 | Earth | 0 | 0.0 | 0.0 | Middle-aged |
| 23 | True | 55 Cancri e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | E | 6 | Earth | 0 | 0.0 | 0.0 | Young adults |
| 25 | True | PSO J318.5-22 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | E | 6 | Earth | 0 | 0.0 | 0.0 | Minor |
| 26 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | E | 6 | Earth | 0 | 0.0 | 0.0 | Minor |
| 30 | False | 55 Cancri e | False | 22.0 | 6073.0 | 0.0 | 1438.0 | 328.0 | C | 1 | Europa | 0 | 1788.0 | 6073.0 | Young adults |
| 40 | True | 55 Cancri e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Young adults |
| 43 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 3 | Earth | 0 | 0.0 | 0.0 | Middle-aged |
| 55 | True | PSO J318.5-22 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Young adults |
| CryoSleep | Destination | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Group_size | HomePlanet | Transported | Consumption_High_End | Consumption_Basic | Age_group | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8613 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 5 | Earth | 0 | 0.0 | 0.0 | Minor |
| 8617 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 5 | Earth | 0 | 0.0 | 0.0 | Minor |
| 8625 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Young adults |
| 8631 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Young adults |
| 8638 | True | PSO J318.5-22 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Senior |
| 8640 | False | TRAPPIST-1e | False | 39.0 | 0.0 | 1085.0 | 24.0 | 0.0 | F | 1 | Mars | 0 | 63.0 | 1085.0 | Minor |
| 8642 | True | PSO J318.5-22 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Young adults |
| 8652 | False | TRAPPIST-1e | False | 1.0 | 1146.0 | 0.0 | 50.0 | 34.0 | A | 3 | Europa | 0 | 85.0 | 1146.0 | Young adults |
| 8654 | False | 55 Cancri e | True | 0.0 | 6819.0 | 0.0 | 1643.0 | 74.0 | A | 1 | Europa | 0 | 1717.0 | 6819.0 | Middle-aged |
| 8655 | True | PSO J318.5-22 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Young adults |
Most frequently occurring
| CryoSleep | Destination | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Cabin_deck | Group_size | HomePlanet | Transported | Consumption_High_End | Consumption_Basic | Age_group | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Young adults | 122 |
| 29 | True | PSO J318.5-22 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Young adults | 58 |
| 47 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Minor | 34 |
| 14 | False | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 3 | Earth | 0 | 0.0 | 0.0 | Minor | 29 |
| 46 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Middle-aged | 27 |
| 54 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 3 | Earth | 0 | 0.0 | 0.0 | Minor | 20 |
| 41 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | E | 1 | Mars | 0 | 0.0 | 0.0 | Young adults | 16 |
| 55 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 3 | Earth | 0 | 0.0 | 0.0 | Young adults | 16 |
| 52 | True | TRAPPIST-1e | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 2 | Earth | 0 | 0.0 | 0.0 | Young adults | 15 |
| 27 | True | PSO J318.5-22 | False | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | G | 1 | Earth | 0 | 0.0 | 0.0 | Middle-aged | 14 |